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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0228815</article-id>
<article-id pub-id-type="publisher-id">PONE-D-19-23415</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Reefs</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Eukaryota</subject><subj-group><subject>Animals</subject><subj-group><subject>Invertebrates</subject><subj-group><subject>Plankton</subject><subj-group><subject>Zooplankton</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Marine biology</subject><subj-group><subject>Coral reefs</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Marine biology</subject><subj-group><subject>Coral reefs</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Reefs</subject><subj-group><subject>Coral reefs</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Animal behavior</subject><subj-group><subject>Foraging</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject><subj-group><subject>Animal behavior</subject><subj-group><subject>Foraging</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Zoology</subject><subj-group><subject>Animal behavior</subject><subj-group><subject>Foraging</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Geomorphology</subject><subj-group><subject>Topography</subject><subj-group><subject>Landforms</subject><subj-group><subject>Islands</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body temperature</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body temperature</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Ecology and environmental sciences</subject><subj-group><subject>Conservation science</subject></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Geographical locations</subject><subj-group><subject>Oceania</subject><subj-group><subject>New Caledonia</subject></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Diving behavior of the reef manta ray (<italic>Mobula alfredi</italic>) in New Caledonia: More frequent and deeper night-time diving to 672 meters</article-title>
<alt-title alt-title-type="running-head">Deepest dive for reef manta rays (<italic>Mobula alfredi</italic>) recorded in New Caledonia manta</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">http://orcid.org/0000-0001-9636-6522</contrib-id>
<name name-style="western">
<surname>Lassauce</surname>
<given-names>Hugo</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Data curation</role>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Investigation</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Writing – original draft</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Chateau</surname>
<given-names>Olivier</given-names>
</name>
<role content-type="http://credit.casrai.org/">Data curation</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Erdmann</surname>
<given-names>Mark V.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Data curation</role>
<role content-type="http://credit.casrai.org/">Funding acquisition</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Resources</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff005"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">http://orcid.org/0000-0001-5024-2057</contrib-id>
<name name-style="western">
<surname>Wantiez</surname>
<given-names>Laurent</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Data curation</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Validation</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>ISEA, University of New Caledonia, Nouméa, New Caledonia</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>Conservation International New-Caledonia, Noumea, New Caledonia</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>The Manta Trust, Corscombe, Dorchester, United Kingdom</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>Laboratory of Marine Biology and Ecology, Aquarium des Lagons, Nouméa, New Caledonia</addr-line></aff>
<aff id="aff005"><label>5</label> <addr-line>Conservation International Asia-Pacific Field Division, University of Auckland, Auckland, New Zealand</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Hyrenbach</surname>
<given-names>David</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Hawaii Pacific University, UNITED STATES</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>OceanMax supplied the Propspeed antifouling coating for our tags. There are no patents, products in development or marketed products to declare. This does not alter our adherence to PLOS ONE policies on sharing data and materials. The authors have declared that no other competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">hugo@mantatrust.org</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>3</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>15</volume>
<issue>3</issue>
<elocation-id>e0228815</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>8</month>
<year>2019</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>1</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-year>2020</copyright-year>
<copyright-holder>Lassauce et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0228815"/>
<abstract>
<p>The interest in reef manta rays (<italic>Mobula alfredi</italic>) from the scientific community is growing in reaction to the major decline of populations around the world. Studies have highlighted the need to further investigate the spatial ecology of this species to inform conservation and management initiatives. Here we briefly report the results from nine SPLASH10-F-321A pop-off satellite archival tags (PSAT-tags) deployed in New Caledonia that recorded the world’s deepest known dives for reef manta rays. All tagged individuals performed dives exceeding 300 m in depth, with a maximum depth recorded of 672 ± 4 m. Diel comparisons revealed that most of the deepest dives occurred during night-time. We hypothesize this deep-diving behaviour is employed to access important food resources at these depths during the night and may also indicate that zooplankton abundance in the surface waters surrounding New Caledonian coral reefs is insufficient to sustain these megafauna. These results add new information on the habitat use of this species in a region where manta behaviour has not previously been studied, and increase the known depth range of <italic>M</italic>. <italic>alfredi</italic> by more than 200 m.</p>
</abstract>
<funding-group>
<funding-statement>We express particular thanks to the Keidanren Nature Conservation Fund (KNCF) who funded the study through the SATO YAMA UMI Project and Conservation International. We thank the Southern Province of New Caledonia for their financial support in the form of a scholarship to HL. We also gratefully acknowledge the financial support of MAC3 Impact Philanthropies, William Brooks, Pam Rorke Levy, Audrey and Shannon Wong, Daniel Roozen and Kris Norvig in sponsoring satellite tags, and we thank OceanMax for supplying the Propspeed antifouling coating for our tags. Conservation International played a role in the study design and the data collection but had no role in analysis, decision to publish, or preparation of the manuscript. The remaining funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<page-count count="11"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the manuscript and its Supporting Information files.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p>Reef manta rays (<italic>Mobula alfredi</italic>), are declining worldwide, in large part due to fishing pressure for their gill rakers [<xref ref-type="bibr" rid="pone.0228815.ref001">1</xref>,<xref ref-type="bibr" rid="pone.0228815.ref002">2</xref>]. Despite significant advances in our knowledge and understanding of this species in the past decade [<xref ref-type="bibr" rid="pone.0228815.ref003">3</xref>], more detailed information on the biology and the ecology of this species throughout its range is urgently needed [<xref ref-type="bibr" rid="pone.0228815.ref004">4</xref>]. Specifically, data on spatiotemporal dynamics and habitat use are necessary to develop concrete management plans and conservation actions [<xref ref-type="bibr" rid="pone.0228815.ref004">4</xref>] to prevent further declines of reef manta rays, now listed as “vulnerable” on the IUCN Red-List [<xref ref-type="bibr" rid="pone.0228815.ref005">5</xref>]. Satellite telemetry using pop-up satellite archival tags (PSAT tags) is one of the most effective methods to investigate fine scale horizontal and vertical movements and habitat use in manta rays [<xref ref-type="bibr" rid="pone.0228815.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0228815.ref006">6</xref>,<xref ref-type="bibr" rid="pone.0228815.ref007">7</xref>–<xref ref-type="bibr" rid="pone.0228815.ref009">9</xref>], but until now there have been no such studies conducted in New Caledonian waters.</p>
<p>As planktivores, manta rays spend a major part of their time feeding or searching for foraging grounds [<xref ref-type="bibr" rid="pone.0228815.ref003">3</xref>,<xref ref-type="bibr" rid="pone.0228815.ref010">10</xref>–<xref ref-type="bibr" rid="pone.0228815.ref013">13</xref>]. Manta ray aggregations have been observed and monitored in multiple locations in tropical and sub-tropical waters around the world [<xref ref-type="bibr" rid="pone.0228815.ref003">3</xref>,<xref ref-type="bibr" rid="pone.0228815.ref012">12</xref>,<xref ref-type="bibr" rid="pone.0228815.ref014">14</xref>,<xref ref-type="bibr" rid="pone.0228815.ref016">16</xref>,<xref ref-type="bibr" rid="pone.0228815.ref017">17</xref>]. Seasonal or long-term presence of the species on a particular site is often associated with enhanced local productivity and increased food availability. For instance, seasonal migrations were found to be correlated with monsoonal shifts in the Indian Ocean [<xref ref-type="bibr" rid="pone.0228815.ref012">12</xref>,<xref ref-type="bibr" rid="pone.0228815.ref017">17</xref>]. As opportunistic feeders, manta rays are capable of undertaking relatively large-scale movements between productive areas (up to 750 km) [<xref ref-type="bibr" rid="pone.0228815.ref003">3</xref>,<xref ref-type="bibr" rid="pone.0228815.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0228815.ref013">13</xref>–<xref ref-type="bibr" rid="pone.0228815.ref017">17</xref>]. Some studies have shown that reef manta rays are also able to explore substantial depths (up to 432 m), presumably to feed on deeper zooplankton and other food resources [<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0228815.ref010">10</xref>,<xref ref-type="bibr" rid="pone.0228815.ref018">18</xref>–<xref ref-type="bibr" rid="pone.0228815.ref020">20</xref>]. These foraging strategies remain unclear and more detailed information on this behaviour and the associated drivers are needed.</p>
<p>In New Caledonia, reef manta rays are not targeted by fishing, but have a highly fragmented distribution due to the specificity of their food resources and preferred habitat [<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0228815.ref013">13</xref>,<xref ref-type="bibr" rid="pone.0228815.ref016">16</xref>,<xref ref-type="bibr" rid="pone.0228815.ref021">21</xref>,<xref ref-type="bibr" rid="pone.0228815.ref022">22</xref>]. Environmental processes and conditions shape the distribution and the abundance of their zooplankton prey [<xref ref-type="bibr" rid="pone.0228815.ref021">21</xref>–<xref ref-type="bibr" rid="pone.0228815.ref024">24</xref>]. Nutrient enrichment is known to be the primary factor of phytoplankton proliferation, causing a subsequent increase in zooplankton abundance. Eutrophication benefit the development of phytoplankton upon which zooplankton feed [<xref ref-type="bibr" rid="pone.0228815.ref025">25</xref>,<xref ref-type="bibr" rid="pone.0228815.ref026">26</xref>]. Processes such as coastal upwellings and river run-off are both important sources of nutrient enrichment of coastal waters [<xref ref-type="bibr" rid="pone.0228815.ref026">26</xref>–<xref ref-type="bibr" rid="pone.0228815.ref028">28</xref>]. These processes, combined with tidal currents and bathymetry can support dense zooplankton concentrations and favourable feeding grounds for filter feeders such as <italic>Mobula alfredi</italic> [<xref ref-type="bibr" rid="pone.0228815.ref020">20</xref>]. Massive feeding aggregation of hundreds of reef mantas have been observed targeting such dense zooplankton aggregations in the Maldives [<xref ref-type="bibr" rid="pone.0228815.ref029">29</xref>,<xref ref-type="bibr" rid="pone.0228815.ref030">30</xref>] and occasionally in the southern reaches of the Great Barrier Reef [<xref ref-type="bibr" rid="pone.0228815.ref022">22</xref>]. In New Caledonia, manta feeding grounds seem to be scattered, with aggregations never exceeding a dozen individuals (Lassauce, pers. obs.).</p>
<p>This short communication presents the first data collected on the diving behaviour of reef manta rays in New Caledonia. These data reveal an unexpected outstanding feature: the unique depths and high number of deep dives, which considerably extend the known depth range for <italic>Mobula alfredi</italic>.</p>
</sec>
<sec id="sec002" sec-type="materials|methods">
<title>Material and methods</title>
<sec id="sec003">
<title>Ethic Statement</title>
<p>The tagging was conducted with authorizations from the Southern Province (permit no: 34584) and the Northern Province (permit no: 609011–33) of New Caledonia. In the Loyalty Islands Province, no permit was required by the competent authorities, though permission of the local customary representatives was granted.</p>
</sec>
<sec id="sec004">
<title>Study area</title>
<p>A total of eleven tags were deployed on <italic>M</italic>. <italic>alfredi</italic> at three different locations in New Caledonia, an archipelagic nation consisting of a main island and three smaller islands off the east coast known as the Loyalty Islands (<xref ref-type="fig" rid="pone.0228815.g001">Fig 1</xref>).</p>
<fig id="pone.0228815.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0228815.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Tagging locations of <italic>Mobula alfredi</italic>.</title>
<p>Arrows indicate tagging locations in Boulari channel (BC) and Dumbea channel (DC) in Noumea (n = 7), Touho (n = 3) and Ouvea (n = 1). Source: <ext-link ext-link-type="uri" xlink:href="https://www.openstreetmap.org/copyright" xlink:type="simple">OpenStreetMap</ext-link> contributors.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0228815.g001" xlink:type="simple"/>
</fig>
<p>One manta ray was tagged in Ouvea Island (20°43'S, 166°23'E) on the 4<sup>th</sup> of December 2015 (tagging depth = 10 m). Seven individuals were tagged in two channels of the barrier reef surrounding the Main Island, Boulari channel (BC, 22°29'S, 166°26'E) and Dumbea channel (DC, 22°21’S, 166°15'E) between the 31<sup>st</sup> of January and the 2<sup>nd</sup> of February 2017 (tagging depth range = 5–15 m). Three tags were deployed in Touho channel (location undisclosed) between the 27<sup>th</sup> and the 28<sup>th</sup> of November 2018 (tagging depth range = 5–15 m) (<xref ref-type="fig" rid="pone.0228815.g001">Fig 1</xref>). Apart from Dumbea channel where manta rays aggregate to feed near the surface, the other tagging sites are all manta ray cleaning stations [<xref ref-type="bibr" rid="pone.0228815.ref031">31</xref>].</p>
</sec>
<sec id="sec005">
<title>Tagging process</title>
<p>This study used SPLASH10-F-321A PSAT tags (Wildlife Computers Inc., Redmond, Washington, USA) coated with Propspeed<sup>™</sup> silicone coating to prevent fouling during the deployment period. These tags are equipped with a Fastloc-GPS receiver, allowing locations to be recorded even when the tag only surfaces for a brief period of time (0.2 second). All tags were programmed to archive light level, depth and sea temperature every 30 seconds and detach from the animal after a maximum of 180 days. Data were summarized every 12 hours and transmitted to the Argos satellite system (<ext-link ext-link-type="uri" xlink:href="http://www.argos-system.org/" xlink:type="simple">www.argos-system.org</ext-link>). Periods of 12 hours were chosen to represent daytime (from 7 am to 7 pm) and night-time (from 7 pm to 7 am). The twilight times varied from 5:04 am to 06:31 am and 6:58 pm to 5:42 pm at the time of the earliest deployment (04/12) and the latest release (16/06), respectively (civil twilight times). The maximum variation of the twilight times within the range of recorded movements is 9 minutes (<ext-link ext-link-type="uri" xlink:href="https://meteogram.fr/" xlink:type="simple">https://meteogram.fr</ext-link>). Since the tag settings do not allow the precision to be able to discriminate crepuscular periods, we defined the daylight period from 7 am to 7 pm to ensure dusk is always included in the daytime period and dawn is always included in the night-time data. Tags were deployed while scuba diving. The tags are tethered by a 30 cm stainless steel cable to a titanium dart-tip that is applied into the dorsal musculature of the animal with a pole spear. Before being tagged, each manta ray was identified using photo-identification (except for tag #167754), its sex and maturity was determined, and its size was estimated (disc width DW to the nearest 10 cm) (<xref ref-type="table" rid="pone.0228815.t001">Table 1</xref>). Maturity was assessed based on the presence of fully developed claspers for male individuals and the observation of either mating scars or pregnancy for female individuals.</p>
<table-wrap id="pone.0228815.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0228815.t001</object-id>
<label>Table 1</label> <caption><title>Summary of satellite tag deployment information and characteristics of the nine PSAT-tagged reef manta rays in New-Caledonia that successfully transmitted data.</title></caption>
<alternatives>
<graphic id="pone.0228815.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0228815.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="center">Manta ID</th>
<th align="center">Sex</th>
<th align="center">Estimated disc width (cm)</th>
<th align="center">ARGOS PTT tag ID</th>
<th align="center">Date of tagging</th>
<th align="center">Site of tagging</th>
<th align="center">Deployment duration (days)</th>
<th align="center">Data transmitted (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center">CD-MA-0109</td>
<td align="center">Male, mature</td>
<td align="center">300</td>
<td align="center">#140916</td>
<td align="center">04/12/2015</td>
<td align="center">Ouvea (20”43’S, 166”23’E)</td>
<td align="center">80</td>
<td align="center">79</td>
</tr>
<tr>
<td align="center">CD-MA-0004</td>
<td align="center">Female, mature</td>
<td align="center">330</td>
<td align="center">#167755</td>
<td align="center">30/01/2017</td>
<td align="center">Noumea, BC (22”29’S, 166”26’E)</td>
<td align="center">54</td>
<td align="center">86</td>
</tr>
<tr>
<td align="center">CD-MA-0166</td>
<td align="center">Female, mature</td>
<td align="center">350</td>
<td align="center">#163079</td>
<td align="center">31/01/2017</td>
<td align="center">Noumea DC (22”21’S, 166”15’E)</td>
<td align="center">136</td>
<td align="center">65</td>
</tr>
<tr>
<td align="center">CD-MA-0167</td>
<td align="center">Female, juvenile</td>
<td align="center">240</td>
<td align="center">#151348</td>
<td align="center">31/01/2017</td>
<td align="center">Noumea DC (22”21’S, 166”15’E)</td>
<td align="center">49</td>
<td align="center">64</td>
</tr>
<tr>
<td align="center">CD-MA-0168</td>
<td align="center">Male, juvenile</td>
<td align="center">260</td>
<td align="center">#151349</td>
<td align="center">31/01/2017</td>
<td align="center">Noumea DC (22”21’S, 166”15’E)</td>
<td align="center">50</td>
<td align="center">100</td>
</tr>
<tr>
<td align="center">CD-MA-0000</td>
<td align="center">Male, mature</td>
<td align="center">330</td>
<td align="center">#167754</td>
<td align="center">31/01/2017</td>
<td align="center">Noumea, BC (22”29’S, 166”26’E)</td>
<td align="center">110</td>
<td align="center">42</td>
</tr>
<tr>
<td align="center">CD-MA-0036</td>
<td align="center">Male, mature</td>
<td align="center">300</td>
<td align="center">#167756</td>
<td align="center">01/02/2017</td>
<td align="center">Noumea, BC (22”29’S, 166”26’E)</td>
<td align="center">Failed</td>
<td align="center">Failed</td>
</tr>
<tr>
<td align="center">CD-MA-0170</td>
<td align="center">Female, mature</td>
<td align="center">400</td>
<td align="center">#167757</td>
<td align="center">02/02/2017</td>
<td align="center">Noumea DC (22”21’S, 166”15’E)</td>
<td align="center">174</td>
<td align="center">100</td>
</tr>
<tr>
<td align="center">CD-MA-0026</td>
<td align="center">Female, mature</td>
<td align="center">340</td>
<td align="center">#162378</td>
<td align="center">28/11/2018</td>
<td align="center">Touho (undisclosed)</td>
<td align="center">Failed</td>
<td align="center">Failed</td>
</tr>
<tr>
<td align="center">CD-MA-0051</td>
<td align="center">Female, mature</td>
<td align="center">330</td>
<td align="center">#162379</td>
<td align="center">28/11/2018</td>
<td align="center">Touho (undisclosed)</td>
<td align="center">3</td>
<td align="center">87</td>
</tr>
<tr>
<td align="center">CD-MA-0047</td>
<td align="center">Male, mature</td>
<td align="center">320</td>
<td align="center">#162380</td>
<td align="center">29/11/2018</td>
<td align="center">Touho (undisclosed)</td>
<td align="center">5</td>
<td align="center">85</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p>All tags were SPLASH10-F-321A Fastloc GPS tags (Wildlife Computers Inc., Redmond, Washington, USA). Disc widths were visually estimated to the nearest 10cm. CD-MA-0036 and CD-MA-0026 failed to transmit data.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec006">
<title>Data analysis</title>
<p>Depths are presented as means (± SD) of the maximum depths and as maximum (± maximum accuracy) observed depths per period (day/night) over the total deployment duration. Maximum accuracy varied from 4 to 50 m with an average of 8.8 ± 9.9 m (n = 1099 dives). For diel comparisons for each individual, a Welch’s t-test was used as a non-parametric test for samples with unequal variances and a Student t-test was used for samples with equal variances. A Levene’s test was used to test the homogeneity assumption. A Kolmogorov-Smirnov test was run to compare the overall distribution of the number of dives per depth range during the night and the day. A Pearson’s r test assessed the linear relationship between deployment duration and maximum depths recorded. Finally, a Fisher exact test evaluated the diel difference for each of these depth ranges. Temperature data are minimum temperatures recorded at corresponding depth readings within each 12-hour period over the total deployment duration of all tags.</p>
</sec>
</sec>
<sec id="sec007" sec-type="conclusions">
<title>Results and discussion</title>
<p>Of the 11 tags deployed, two (#167756 and #162378) failed to transmit to the Argos system. The deployment duration of the functioning tags (n = 9) ranged from 3 to 174 days (73 ± 58 days). On average, 78 ± 19% of the data recorded by the tags was either transmitted by ARGOS satellite or downloaded from two tags recovered after deployment (<xref ref-type="table" rid="pone.0228815.t001">Table 1</xref>). All nine individuals recorded dives deeper than 300 m (n = 78), and six of them performed dives deeper than 450 m (n = 22), including two exceptionally deep dives by two of the smaller tagged individuals (2.4 m female CD-MA-0167 and 3 m male CD-MA-0109) that reached maximum depths of 624 ± 4 m and 672 ± 4 m, respectively (<xref ref-type="fig" rid="pone.0228815.g002">Fig 2</xref>). This last dive extends the reported depth range for <italic>M</italic>. <italic>alfredi</italic> by more than 200 m, previously recorded as 432 m in the Red Sea [<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>]. A similar study in Indonesia using the same tags and tagging technique recorded a reef manta ray reaching a maximum depth of 624 ± 4 m in East Kalimantan (Erdmann, unpub.). In this study only 6 of the 30 tagged manta rays recorded dives deeper than 300 m, which indicate fewer deep dives compared to New Caledonia. In the Red Sea, 5 of the 7 tagged individuals dived deeper than 300 m [<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>] and none of the tracked manta rays in Eastern Australia reached these depths [<xref ref-type="bibr" rid="pone.0228815.ref007">7</xref>]. In New Caledonia, all individuals dived deeper than 300 m, representing 7.1% of all dives (n = 1099). The 200 m level was reached in 13% of all dives (n = 1099). The mean depth of all the dives was 103.1 ± 104.9 m (n = 1099) (<xref ref-type="table" rid="pone.0228815.t002">Table 2</xref>). Maximum depths recorded were not correlated with deployment duration (Pearson’s r test, r = -0.19, n = 9, p &gt; 0.5). The dives recorded by the New Caledonian mantas are thus both deeper in an absolute sense and more frequently exceeding the 200m mark than previously found in other parts of the world [<xref ref-type="bibr" rid="pone.0228815.ref007">7</xref>,<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0228815.ref032">32</xref>].</p>
<fig id="pone.0228815.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0228815.g002</object-id>
<label>Fig 2</label>
<caption>
<title>Comparison between day (white) and night (black) of the cumulative quantity of dives for all tagged reef manta rays at different depth ranges (m).</title>
<p>n = total number of individuals recorded in each depth range. * indicates a significant difference (Fisher exact test, P &lt; 0.05) between number of day and night dives in a given depth range.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0228815.g002" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0228815.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0228815.t002</object-id>
<label>Table 2</label> <caption><title>Dive profiles between the nine PSAT-tagged reef manta rays.</title></caption>
<alternatives>
<graphic id="pone.0228815.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0228815.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="center" rowspan="2">Manta ID</th>
<th align="center" colspan="2">Day Depth (m)</th>
<th align="center" colspan="2">Night Depth (m)</th>
<th align="center" rowspan="2">% of dives with a maximum depth &gt; 300m</th>
<th align="center" rowspan="2">Time at maximum depth during the deepest dive (min)</th>
</tr>
<tr>
<th align="center">Mean ± SD</th>
<th align="center">Max. ± Max. Accuracy</th>
<th align="center">Mean ± SD</th>
<th align="center">Max. ± Max. Accuracy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="center">CD-MA-0109</td>
<td align="center">176.9 ± 95.4</td>
<td align="center">512 ± 4</td>
<td align="center">217.9 ± 134</td>
<td align="center">672 ± 4</td>
<td align="center">21.8</td>
<td align="center">2.2</td>
</tr>
<tr>
<td align="center">CD-MA-0004</td>
<td align="center">100.2 ± 54.3</td>
<td align="center">344 ± 4</td>
<td align="center">128 ± 77.9</td>
<td align="center">472 ± 4</td>
<td align="center">3.8</td>
<td align="center">10.1</td>
</tr>
<tr>
<td align="center">CD-MA-0166</td>
<td align="center">71.9 ± 37.8 <xref ref-type="table-fn" rid="t002fn001">*</xref></td>
<td align="center">350 ± 50</td>
<td align="center">105.6 ± 75.1 <xref ref-type="table-fn" rid="t002fn001">*</xref></td>
<td align="center">496 ± 4</td>
<td align="center">5.8</td>
<td align="center">10.8</td>
</tr>
<tr>
<td align="center">CD-MA-0167</td>
<td align="center">77.4 ± 55</td>
<td align="center">464 ± 4</td>
<td align="center">123.5 ± 115.6</td>
<td align="center">624 ± 4</td>
<td align="center">7.1</td>
<td align="center">16.6</td>
</tr>
<tr>
<td align="center">CD-MA-0168</td>
<td align="center">95.8 ± 47.8 <xref ref-type="table-fn" rid="t002fn001">*</xref></td>
<td align="center">328 ± 4</td>
<td align="center">146 ± 96.2 ±</td>
<td align="center">384 ± 4</td>
<td align="center">9</td>
<td align="center">6.5</td>
</tr>
<tr>
<td align="center">CD-MA-0000</td>
<td align="center">79 ± 57.3</td>
<td align="center">450 ± 50</td>
<td align="center">87.8 ± 54.1</td>
<td align="center">350 ± 50</td>
<td align="center">6.7</td>
<td align="center">13</td>
</tr>
<tr>
<td align="center">CD-MA-0170</td>
<td align="center">54.6 ± 32.4 <xref ref-type="table-fn" rid="t002fn001">*</xref></td>
<td align="center">304 ± 4</td>
<td align="center">65.9 ± 38.8 <xref ref-type="table-fn" rid="t002fn001">*</xref></td>
<td align="center">224 ± 4</td>
<td align="center">0.3</td>
<td align="center">1.4</td>
</tr>
<tr>
<td align="center">CD-MA-0051</td>
<td align="center">118 ± 77</td>
<td align="center">272 ± 4</td>
<td align="center">192 ± 122.7</td>
<td align="center">376 ± 4</td>
<td align="center">14.3</td>
<td align="center">26.6</td>
</tr>
<tr>
<td align="center">CD-MA-0047</td>
<td align="center">257.6 ± 87.7</td>
<td align="center">360 ± 4</td>
<td align="center">252.8 ± 140.2</td>
<td align="center">480 ± 4</td>
<td align="center">40</td>
<td align="center">14.4</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t002fn001"><p>* indicates p &lt; 0.05. Means are averages of the maximum depths recorded for each dive.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Difference in mean depths per individual between day and night were only significant for three manta rays. Regarding the diel comparison of the overall distribution of the number of dives per depth range, no significant difference (p &gt; 0.05) was observed (<xref ref-type="table" rid="pone.0228815.t002">Table 2</xref>).</p>
<p>Among all individuals, the number of deep dives (depth &gt; 300 m) was only significantly larger at night (7 pm– 7 am) than during the day (7 am– 7 pm) (Fisher exact test, p = 0.010) (<xref ref-type="fig" rid="pone.0228815.g002">Fig 2</xref>). This behaviour could be explained by the nocturnal exploitation, at night, of demersal food sources, which has been observed in reef manta rays [<xref ref-type="bibr" rid="pone.0228815.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0228815.ref018">18</xref>,<xref ref-type="bibr" rid="pone.0228815.ref019">19</xref>], oceanic manta rays [<xref ref-type="bibr" rid="pone.0228815.ref033">33</xref>], other mobulid species [<xref ref-type="bibr" rid="pone.0228815.ref034">34</xref>–<xref ref-type="bibr" rid="pone.0228815.ref036">36</xref>], as well as whale sharks [<xref ref-type="bibr" rid="pone.0228815.ref037">37</xref>]. In this study, all manta rays spent a relatively short amount of time at maximum depth during their absolute deepest dive. Bottom time during each manta’s absolute deepest dive averaged 11 ± 7 minutes, varying from 26.6 minutes at 376 ± 4 m to 1.4 minutes at 304 ± 4 m (<xref ref-type="table" rid="pone.0228815.t002">Table 2</xref>). There was no significant correlation between maximum depth reached and the time spent at this depth (Pearson’s r test, r = - 0.06, n = 9, p &gt; 0.5).</p>
<p>Analysis of dive profiles can provide valuable information on diving behaviour [<xref ref-type="bibr" rid="pone.0228815.ref038">38</xref>]. Classification of dive profiles has been mainly conducted on air-breathing marine animals such as seabirds [<xref ref-type="bibr" rid="pone.0228815.ref039">39</xref>], sea turtles [<xref ref-type="bibr" rid="pone.0228815.ref040">40</xref>], or seals [<xref ref-type="bibr" rid="pone.0228815.ref041">41</xref>], as well as a few studies focused on predatory fish [<xref ref-type="bibr" rid="pone.0228815.ref042">42</xref>,<xref ref-type="bibr" rid="pone.0228815.ref043">43</xref>]. These analyses revealed two main patterns that have been associated with distinct behaviours. Dives with very short or no bottom time, called “V-Shaped” dives, are possible indicators of travelling and/or prey searching behaviour [<xref ref-type="bibr" rid="pone.0228815.ref038">38</xref>–<xref ref-type="bibr" rid="pone.0228815.ref042">42</xref>]. By comparison, U-shaped or square-shaped dives profiles with distinctively longer bottom times are thought to suggest foraging activities [<xref ref-type="bibr" rid="pone.0228815.ref038">38</xref>–<xref ref-type="bibr" rid="pone.0228815.ref042">42</xref>]. Asymmetrical V-shaped dives were described for reef manta rays by Braun et al. [<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>]. These authors suggested that short bottom times with relatively slow descents and faster ascents reflected an optimized travelling behaviour using gliding [<xref ref-type="bibr" rid="pone.0228815.ref008">8</xref>]. In this study, three manta rays showed this type of profile with very limited time spent at maximum depth during their deepest dive (1.4 min at 304 ± 4 m, 2.2 min at 672 ± 4 m and 6.5 min at 384 ± 4 m) (<xref ref-type="table" rid="pone.0228815.t002">Table 2</xref>). While travelling and/or prey searching could be an explanation for these particular dives, additional data on the velocity during ascent and descent would be needed to test this hypothesis. On the other hand, our results show that six manta rays remained at maximum depths for more than 10 minutes. These dive patterns are more akin to U-shaped profiles, suggesting the exploitation of aggregated prey [<xref ref-type="bibr" rid="pone.0228815.ref038">38</xref>,<xref ref-type="bibr" rid="pone.0228815.ref042">42</xref>]. As fishes, manta rays diving is not limited by the ability to store oxygen, but more probably by the low temperatures at these depths. During dives, temperatures were always colder than 20°C below 300 m, with a minimum temperature of 7.6°C recorded at the maximum depth of 672 ± 4 m (<xref ref-type="fig" rid="pone.0228815.g003">Fig 3</xref>). Manta rays are poikilothermic species with an optimal thermal range from 20 to 26°C [<xref ref-type="bibr" rid="pone.0228815.ref003">3</xref>,<xref ref-type="bibr" rid="pone.0228815.ref007">7</xref>,<xref ref-type="bibr" rid="pone.0228815.ref032">32</xref>]. Previous studies have also shown that mobulid rays have the capacity to transmit warmth to the brain using a specific vesicular network in the pectoral fin that can function as a counter‐current heat exchanger [<xref ref-type="bibr" rid="pone.0228815.ref044">44</xref>]. Consequently, basking in warm shallow water prior to diving and active swimming during descent and ascent could be used to increase the body temperature. This mechanism would allow manta rays to produce enough heat to reach demersal food resources and feed for a relatively short amount of time despite the cold temperatures of these depths. This behaviour has been observed for other mobulid rays and other fish such as tunas and sharks [<xref ref-type="bibr" rid="pone.0228815.ref033">33</xref>–<xref ref-type="bibr" rid="pone.0228815.ref037">37</xref>,<xref ref-type="bibr" rid="pone.0228815.ref044">44</xref>–<xref ref-type="bibr" rid="pone.0228815.ref047">47</xref>]. In order to fully support this hypothesis, more detailed data on the dive profile of these manta rays are necessary to confirm rapid descent and slower ascent directly followed by an extended period of basking in warm shallow water. If this last hypothesis can be verified, the identification of such comportment for the reef manta rays of New Caledonia highlights the probable presence of important demersal food resources at depth, resulting in significant foraging success that presumably compensates for the energetic costs. The unusual depths reached and number of deep dives recorded suggest that foraging opportunities could be insufficient in the upper layer of the water column in New Caledonian waters, thereby forcing manta rays to explore deeper food resources. Detailed data on resource availability at varying depths and on the diet of manta rays in this region will help in determining the underlying drivers of their movements.</p>
<fig id="pone.0228815.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0228815.g003</object-id>
<label>Fig 3</label>
<caption>
<title>Relation between the minimum temperature (°C) at corresponding depth (m) measurements (n = 3820) during the deployment of all tags (n = 9).</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0228815.g003" xlink:type="simple"/>
</fig>
<p>These preliminary results extend the global knowledge on the depth range and, more generally, the habitat use of <italic>M</italic>. <italic>alfredi</italic>. In this case, these data appear to support previous findings that prey at mesopelagic depths (from 200 m to 1000 m) [<xref ref-type="bibr" rid="pone.0228815.ref048">48</xref>] are valuable, if not indispensable, food resources for reef manta rays [<xref ref-type="bibr" rid="pone.0228815.ref010">10</xref>,<xref ref-type="bibr" rid="pone.0228815.ref018">18</xref>,<xref ref-type="bibr" rid="pone.0228815.ref019">19</xref>]. A comprehensive knowledge of the distribution and the habitat use of the reef mantas is necessary to inform conservation and fisheries management measures to ensure the long-term survival of the species [<xref ref-type="bibr" rid="pone.0228815.ref004">4</xref>]. Protective legislation has improved in recent years and numerous marine protected areas (MPAs) have been created throughout the known range of reef manta rays [<xref ref-type="bibr" rid="pone.0228815.ref049">49</xref>]; however, many of these MPAs are coastal in nature and do not extend into the deeper offshore waters used by reef mantas. As deepwater fisheries are increasingly exploiting the mesopelagic zone [<xref ref-type="bibr" rid="pone.0228815.ref050">50</xref>], our study highlights the importance of incorporating offshore waters and deep-water foraging grounds in manta conservation initiatives.</p>
</sec>
<sec id="sec008">
<title>Supporting information</title>
<supplementary-material id="pone.0228815.s001" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:href="info:doi/10.1371/journal.pone.0228815.s001" xlink:type="simple">
<label>S1 Fig</label>
<caption>
<title>Data.</title>
<p>Supporting data.</p>
<p>(XLSX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We thank Conservation International, the Aquarium des Lagons, MAC3 Impact Philanthropies and The Manta Trust for their overall support for the study. We especially thank Franck Bouilleret, Mael Imirizaldu and Thomas Auger for their priceless assistance in field operations, as well as Jean-Christophe Lefeuvre and François Tron for their support. We also thank the Hô-üt Association and its members as well as all those involved in the field operations for their valuable help (Pierre Kaouma, Marino Tiaou, Abyss Plongée, Sarah Lewis and Schannel van Dijken). We finally gratefully acknowledge the customary representatives of Ouvéa and Touho, and the three Provinces for allowing such operations.</p>
</ack>
<ref-list>
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